learning from labeled and unlabeled data using random walks
Báo cáo khoa học: "Boosting Statistical Word Alignment Using Labeled and Unlabeled Data" ppt
... unlabeled data. In this algo-rithm, we build a word aligner by using both the labeled data and the unlabeled data. Then we build a pseudo reference set for the unlabeled data, and calculate ... with limited labeled data and large amounts of unlabeled data. In this algorithm, we built an in-terpolated model by using both the labeled data 919 and the unlabeled data. This interpolated ... the unlabeled data to improve alignment results. In fact, large amounts of unlabeled data are available without difficulty, while labeled data is costly to obtain. However, labeled data is...
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Tài liệu Add, Edit, and Delete Data Using the DataGrid Control doc
... currently in the DataTable object. DataTable NewRow Creates a new DataRow object. DataTable.Rows Add Adds the DataRow object to the DataTable object. DataTable BeginLoadData Turns off the ... You can see the data being updated back to the server for the add and edit in the next step. 5.7 Add, Edit, and Delete Data Using the DataGrid Control The Table controls and DataRepeater are ... OnCancelCommand="dgRegion_CancelCommand" OnEditCommand="dgRegion_EditCommand" OnDeleteCommand="dgRegion_DeleteCommand" > <Columns> <asp:EditCommandColumn...
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Báo cáo khóa học: Characterization of presenilin complexes from mouse and human brain using Blue Native gel electrophoresis reveals high expression in embryonic brain and minimal change in complex mobility with pathogenic presenilin mutations pptx
... analysis and partial isolation of membraneFig. 4. PEN-2 and APH-1 expression in mouse and human tissues and detection in PS complex after 2D-complex analyis. (A) Membranes from tissues and cells ... conditions and SDS (Fig. 4D and E). PS1 NTF and CTF and PS2 CTF were detected robustly in these samples. Lowlevels of full-length PS1 were also detected with N-terminalantibody. NCT and PEN-2 ... electroelution and second-dimensionanalysis. Anterior pharynx defective-1 was detected as an18-kDa form and 9-kDa C-terminal fragment by standardSDS/PAGE of mouse tissues, and as a predominant 36-kDaband...
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How Do Earnings Change When Reservists Are Activated - A Reconciliation of Estimates Derived from Survey and Administrative Data docx
... at RAND oversaw data management for the project including obtaining and processing military personnel records, writing analysis programs, and facilitating data transfer to and from DMDC and ... discrepancies between survey and administrative data include Goldman and Smith (2001), Denmead and Turek (2005), Hurd and Rohwedder (2006), Kapteyn and Ypma (2007), and Haider and Loughran (2008). ... SECURITYPOPULATION AND AGINGPUBLIC SAFETYSCIENCE AND TECHNOLOGYSUBSTANCE ABUSETERRORISM AND HOMELAND SECURITYTRANSPORTATION AND INFRASTRUCTUREWORKFORCE AND WORKPLACEThe RAND Corporation...
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Tài liệu Báo cáo khoa học: "Identifying Text Polarity Using Random Walks" pptx
... method, and the random walk model.spin-model bootstrap short-path rand -walks 83.6 72.8 68.8 88.8tice that the random walk method outperforms SO-PMI when SO-PMI uses datasets of sizes 1 ì 107 and ... simi-lar polarity. Now imagine a random surfer walkingalong the network starting from an unlabeled wordw. The random walk continues until the surferhits a labeled word. If the word w is positive ... ran-dom walks. In this section, we explore the impactTable 2: Accuracy for SO-PMI with differentdataset sizes, the spin model, and the random walks model for 10-fold cross validation and 14seeds.-...
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Tài liệu Báo cáo khoa học: "Learning with Unlabeled Data for Text Categorization Using Bootstrapping and Feature Projection Techniques" doc
... classifier with robustness from noisy data (Ko and Seo, 2004). How can labeled training data be automatically created from unlabeled data and title words? Maybe unlabeled data don’t have any information ... for using unlabeled data in text categorization have two directions; One builds classifiers from a combination of labeled and unlabeled data (Nigam, 2001; Bennett and Demiriz, 1999), and ... A. McCallum, S. Thrun, and T. Mitchell, 1998, Learning to Classify Text from Labeled and Unlabeled Documents, In Proc. of AAAI-98. K. P. Nigam, 2001, Using Unlabeled Data to Improve Text Classification,...
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Báo cáo khoa học: "Learning Effective Multimodal Dialogue Strategies from Wizard-of-Oz data: Bootstrapping and Evaluation" pot
... using data- driven methods. The em-ployed database contains 438 items and is similar inretrieval ambiguity and structure to the one used inthe WOZ experiment. The dialogue system used for learning ... (for training RL) from suchlimited data. The use of WOZ data has earlier been proposedin the context of RL. (Williams and Young, 2004)utilise WOZ data to discover the state and actionspace ... FP6project “TALK: Talk and Look, Tools for Am-bient Linguistic Knowledge (IST 507802, www.talk-project.org), from the EPSRC, projectno. EP/E019501/1, and from the IRTG SaarlandUniversity.645...
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Tài liệu Data Center Networking: Integrating Security, Load Balancing, and SSL Services Using Service Modules docx
... ivCHAPTER 1 Data Center Overview — Integrating Security, Load Balancing, and SSL Services using Service Modules 1-1Benefits of Building Data Centers 1-1 Data Centers in the Enterprise 1-2 Data Center ... failover 1-12 Data Center Networking: Securing Server Farms956638Chapter 1 Data Center Overview — Integrating Security, Load Balancing, and SSL Services using Service Modules Data Center ServicesContent ... requirement for data centers with multiple DMZs is to have the following traffic flow:ã From outside to DMZ1 (typically from clients to web servers)ã From DMZ1 to DMZ2 (typically from web servers...
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Tài liệu Báo cáo khoa học: "Updating a Name Tagger Using Contemporary Unlabeled Data" ppt
... amount of unlabeled data drawn from older sources. The experimentsshow that using contemporary unlabeled data isthe best choice, outperforming most experimentswith larger amounts of older unlabeled ... contempo-rary unlabeled data contributes to its correct clas-sification in the test set.5.2 Is more older unlabeled data better?The second question we addressed was whetherhaving more older unlabeled data ... unlabeled data and the seeds were drawn in turn from each of the epochs; the graphic also showsthe baseline backward training (varying the epochof both the seeds and the unlabeled data...
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Báo cáo khoa học: "Learning to Grade Short Answer Questions using Semantic Similarity Measures and Dependency Graph Alignments" ppt
... Oxford-UCLESsystem (Pulman and Sukkarieh, 2005) comparesseveral machine learning techniques, including in-ductive logic programming, decision tree learning, and Bayesian learning, to the earlier ... SVMRank and SVR sought to minimize thenumber of discordant pairs and the mean absoluteerror, respectively.Both SVM models are trained using a linear ker-nel.11Results from both the SVR and ... grammaticality, and coherence of the essay (Higgins et al., 2004), and the assessment of short student answers (Lea-cock and Chodorow, 2003; Pulman and Sukkarieh,2005; Mohler and Mihalcea, 2009),...
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Android chapter18a reading XML data Using SAX and W3C Parsers
... 18. Android – Reading XML Files XML Data 23 Example 3. Reading an XML file from the SD card (code) 24 18. Android – Reading XML Files XML Data 24 Example 3. Reading an XML file from ... 18. Android – Reading XML Files Reading XML Files 27 < Questions /> SAX Simple API for XML Android Reading XML Data Using SAX and W3C Parsers 18A Victor Matos Cleveland ... <LinearLayout xmlns:android="http://schemas.android.com/apk/res/android" android:layout_width="fill_parent" android:layout_height="fill_parent" android:orientation="vertical"...
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THE DEGREE OF JUDICIAL ENFORCEMENT AND CREDIT MARKETS: EVIDENCE FROM JAPANESE HOUSEHOLD PANEL DATA ppt
... 125, 150, and 112 in 2003, 2004, 2005, 2006, and 2007, respectively. There are three advantages to using data from the JPSC. The biggest advantage of using the JPSC data is that this data set ... graduated from college (COLLEGE); (8) the logarithm of the sum of the value of financial assets (bank and postal deposits and investment securities) and the value of real assets (land and housing) ... and X are economic and demographic household characteristics that affect loan supply and demand, and E are three dummy variables (1st Enforcement Quartile, 2nd Enforcement Quartile, and...
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Visual Event Recognition in Videos by Learning from Web Data ppt
... ẳ 105 and set ẳ 20 for all three cases. Considering that DTSVM and A- MKL can take advantage o f both labeled and unlabeled data by using the MMD criterion to measurethe mismatch in data distributions ... 906 loosely labeled YouTube videos are used as labeled training data in theauxiliary domain. We randomly sample three consumervideos from each event (18 videos in total) as the labeled training ... domain DA(a.k.a., sourcedomain) and the consumer video domain as the target domainDTẳDTl[DTu, where DTl and DTurepresent the labeled and unlabeled data in the target domain, respectively....
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Báo cáo khoa học: "Attacking Parsing Bottlenecks with Unlabeled Data and Relevant Factorizations" pdf
... 84.3dpo3 (Grand+Sib) 93.21 44.8 89.6 86.9dpo3 +Unlabeled (Edges) 93.12 43.6 85.3 87.0dpo3 +Unlabeled (Sib) 93.15 43.7 85.5 86.8dpo3 +Unlabeled (Grand) 93.55 46.1 90.6 87.5dpo3 +Unlabeled (Grand+Sib) ... investigate the impactof unlabeled data on parsing accuracy using the twoconversions and using each of the factorizations de-scribed in Section 3.1-3.4.5.1 Unlabeled Data Feature SetClusters: ... may not add some additional gains.4 Using Unlabeled Data EffectivelyAssociations from unlabeled data have the poten-tial to improve both conjunctions and prepositions.We predict that web...
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Civilization and Beyond Learning From Hist doc
... and use of land were shared with the temples and with those members of the nobility closest tothe ruling monarch. Hence there were state lands and state income and temple lands and temple income. ... animals and working the land, could releasea comparatively large part of the population to devote its time and energy to trade and commerce, to industry and transport, to the arts and sciences and ... bymerchants and bankers who owned it and used it for their purposes. Accumulating wealth and money enabledthe traders, merchants, bankers and manufacturers to out-buy and out-point landlords and churchmen.Politically,...
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